I recon I have been playing too agro. So working on passive play lately. This hand might have been played to weak however.
Seems like a tight-passive player (sample very small though). I was expecting set. If I call here what should I do on the river? Or should I shove turn?

shove is overplaying your hand and it is also very big amount consider how small is the pot.
I think b/f turn to get value from worse hands or going for pot control and c/c down are the best options
Aces on that spot is too strong to fold, since he can valuebet there easily any Tx+, float you with A high and then bet turn or have just random hand that he is betting for value
AA is way ahead all his range and would likely only loose to set or JT
If you want to c/f hand, then you have enough 55 type hands where it is hard to call turn and also call river